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Benchmarking Video Foundation Models for Remote Parkinson's Disease Screening
Md Saiful Islam, Ekram Hossain, Abdelrahman Abdelkader +11
Video-based assessments offer a scalable pathway for remote Parkinson's disease (PD) screening. While traditional approaches rely on handcrafted features mimicking clinical scales,…
Accessible, At-Home Detection of Parkinson's Disease via Multi-task Video Analysis
Md Saiful Islam, Tariq Adnan, Jan Freyberg +8
Limited accessibility to neurological care leads to underdiagnosed Parkinson's Disease (PD), preventing early intervention. Existing AI-based PD detection methods primarily focus o…
Hi5: Synthetic Data for Inclusive, Robust, Hand Pose Estimation
Masum Hasan, Cengiz Ozel, Nina Long +5
Hand pose estimation plays a vital role in capturing subtle nonverbal cues essential for understanding human affect. However, collecting diverse, expressive real-world data remains…
PULSAR: Graph based Positive Unlabeled Learning with Multi Stream Adaptive Convolutions for Parkinson's Disease Recognition
Md. Zarif Ul Alam, Md Saiful Islam, Ehsan Hoque +1
Parkinson's disease (PD) is a neuro-degenerative disorder that affects movement, speech, and coordination. Timely diagnosis and treatment can improve the quality of life for PD pat…